Buildability / Receipt
This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.
Public buildability page receipt window
/buildability/molmem-memory-augmented-agentic-reinforcement-learning-for-sample-efficient-molecular-optimization
Subject: MolMem: Memory-Augmented Agentic Reinforcement Learning for Sample-Efficient Molecular Optimization
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Data
Sample-Efficient Molecular Optimization Ziqing Wang1 Yibo Wen1 Abhishek Pandey2 Han Liu1 Kaize Ding1* 1Northwestern University 2AbbVie {ziqingwang2029, yibowen2024}@u.northwestern
Truth Boundary
Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.
Compute
Transformer) to maximize a scoring function un- der reward shaping. Apprentice baselines. • Direct Retrievaluses the same static retriever as MolMem to retrieve structurally similar molecules from the external database and selects the best candidate under the task objective, subject to the similarity constraint
Inference
Transformer) to maximize a scoring function un- der reward shaping. Apprentice baselines. • Direct Retrievaluses the same static retriever as MolMem to retrieve structurally similar molecules from the external database and selects the best candidate under the task objective, subject to the similarity constraint
Hardware
Transformer) to maximize a scoring function un- der reward shaping. Apprentice baselines. • Direct Retrievaluses the same static retriever as MolMem to retrieve structurally similar molecules from the external database and selects the best candidate under the task objective, subject to the similarity constraint
Receipt path
/buildability/molmem-memory-augmented-agentic-reinforcement-learning-for-sample-efficient-molecular-optimization
Paper ref
molmem-memory-augmented-agentic-reinforcement-learning-for-sample-efficient-molecular-optimization
arXiv id
2604.12237
Generated at
2026-04-15T17:00:03.926Z
Evidence freshness
stale
Last verification
2026-04-15T17:00:03.926Z
Sources
4
References
0
Coverage
67%
Lineage hash
9e150d83cbc4e4cdff975c7c9760763919daed72b8d1c134b2bc9406791f5fdb
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Some score or evidence fields are outside the preferred freshness window.
references
proof_status